SOTAVerified

Domain Adaptation

Domain Adaptation is the task of adapting models across domains. This is motivated by the challenge where the test and training datasets fall from different data distributions due to some factor. Domain adaptation aims to build machine learning models that can be generalized into a target domain and dealing with the discrepancy across domain distributions.

Further readings:

( Image credit: Unsupervised Image-to-Image Translation Networks )

Papers

Showing 20012050 of 6439 papers

TitleStatusHype
ODES: Domain Adaptation with Expert Guidance for Online Medical Image Segmentation0
An Unsupervised System for Parallel Corpus Filtering0
Efficient Utilization of Large Pre-Trained Models for Low Resource ASR0
DAVOS: Semi-Supervised Video Object Segmentation via Adversarial Domain Adaptation0
Student Surpasses Teacher: Imitation Attack for Black-Box NLP APIs0
DAViD: Domain Adaptive Visually-Rich Document Understanding with Synthetic Insights0
DAugNet: Unsupervised, Multi-source, Multi-target, and Life-long Domain Adaptation for Semantic Segmentation of Satellite Images0
Domain Adapting Ability of Self-Supervised Learning for Face Recognition0
Domain Adapting Deep Reinforcement Learning for Real-world Speech Emotion Recognition0
Domain adaption and physical constrains transfer learning for shale gas production0
A Learnable Self-supervised Task for Unsupervised Domain Adaptation on Point Clouds0
Domain Adaption of Named Entity Recognition to Support Credit Risk Assessment0
Datum-wise Transformer for Synthetic Tabular Data Detection in the Wild0
DATSING: Data Augmented Time Series Forecasting with Adversarial Domain Adaptation0
Beyond H-Divergence: Domain Adaptation Theory With Jensen-Shannon Divergence0
DATID-3D: Diversity-Preserved Domain Adaptation Using Text-to-Image Diffusion for 3D Generative Model0
Beyond LoRA: Exploring Efficient Fine-Tuning Techniques for Time Series Foundational Models0
Adaptive Multi-Corpora Language Model Training for Speech Recognition0
Effort of Genre Variation and Prediction of System Performance0
Domain-Adaptive Continued Pre-Training of Small Language Models0
A2V: A Semi-Supervised Domain Adaptation Framework for Brain Vessel Segmentation via Two-Phase Training Angiography-to-Venography Translation0
Domain Adaptive Diabetic Retinopathy Grading with Model Absence and Flowing Data0
Domain Adaptive Ensemble Learning0
Domain-adaptive Fall Detection Using Deep Adversarial Training0
Beyond Domain Adaptation: Unseen Domain Encapsulation via Universal Non-volume Preserving Models0
Efficient Model Adaptation for Continual Learning at the Edge0
Data Techniques For Online End-to-end Speech Recognition0
Domain Adaptive Graph Classification0
A Post-editing Interface for Immediate Adaptation in Statistical Machine Translation0
Domain Adaptive Hand Keypoint and Pixel Localization in the Wild0
Dataset Dictionary Learning in a Wasserstein Space for Federated Domain Adaptation0
Domain-Adaptive Learning: Unsupervised Adaptation for Histology Images with Improved Loss Function Combination0
Domain Adaptive Multibranch Networks0
Cluster-Guided Semi-Supervised Domain Adaptation for Imbalanced Medical Image Classification0
Domain Adaptive Neural Networks for Object Recognition0
Domain-Adaptive Neural Posterior Estimation for Strong Gravitational Lens Analysis0
Domain Adaptive Nuclei Instance Segmentation and Classification via Category-aware Feature Alignment and Pseudo-labelling0
Data Selection for IT Texts using Paragraph Vector0
A Large-Scale Evaluation of Pre-editing Strategies for Improving User-Generated Content Translation0
Efficient Machine Translation Domain Adaptation0
Clustering Effect of Adversarial Robust Models0
Application of Unsupervised Domain Adaptation for Structural MRI Analysis0
Efficient Source-Free Time-Series Adaptation via Parameter Subspace Disentanglement0
Domain Adaptive Robotic Gesture Recognition with Unsupervised Kinematic-Visual Data Alignment0
Cluster, Split, Fuse, and Update: Meta-Learning for Open Compound Domain Adaptive Semantic Segmentation0
Applications of Large Language Model Reasoning in Feature Generation0
Data Priming Network for Automatic Check-Out0
Data point selection for genre-aware parsing0
Beyond Batch Learning: Global Awareness Enhanced Domain Adaptation0
Mining Data Impressions from Deep Models as Substitute for the Unavailable Training Data0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1FFTATAverage Accuracy96Unverified
2PMTransAverage Accuracy95.3Unverified
3CMKDAverage Accuracy94.4Unverified
4SSRT-B (ours)Average Accuracy93.5Unverified
5CDTransAverage Accuracy92.6Unverified
6CoViAverage Accuracy91.8Unverified
7GSDEAverage Accuracy91.7Unverified
8FixBiAverage Accuracy91.4Unverified
9Contrastive Adaptation NetworkAverage Accuracy90.6Unverified
10BIWAAAverage Accuracy90.5Unverified
#ModelMetricClaimedVerifiedStatus
1HALOmIoU78.1Unverified
2ILM-ASSLmIoU76.6Unverified
3DCFmIoU69.3Unverified
4HRDA+PiPamIoU68.2Unverified
5MICmIoU67.3Unverified
6FREDOM - TransformermIoU67Unverified
7HRDAmIoU65.8Unverified
8SePiComIoU64.3Unverified
9MIC + Guidance TrainingmIoU63.8Unverified
10DAFormer + ProCSTmIoU61.6Unverified
#ModelMetricClaimedVerifiedStatus
1HALOmIoU77.8Unverified
2DCFmIoU77.7Unverified
3ILM-ASSLmIoU76.1Unverified
4MICmIoU75.9Unverified
5HRDA+PiPamIoU75.6Unverified
6HRDAmIoU73.8Unverified
7FREDOM - TransformermIoU73.6Unverified
8HALOmIoU73.3Unverified
9SePiComIoU70.3Unverified
10DAFormer + ProCSTmIoU69.4Unverified
#ModelMetricClaimedVerifiedStatus
1SWGAccuracy92.3Unverified
2RCLAccuracy90Unverified
3PGA (ViT-L/14)Accuracy89.4Unverified
4PMTransAccuracy89Unverified
5CMKDAccuracy89Unverified
6MICAccuracy86.2Unverified
7PGA (ViT-B/16)Accuracy85.1Unverified
8ELSAccuracy84.6Unverified
9SDAT (ViT-B/16)Accuracy84.3Unverified
10CDTrans (DeiT-B)Accuracy80.5Unverified
#ModelMetricClaimedVerifiedStatus
1FFTATAccuracy93.8Unverified
2RCLAccuracy93.2Unverified
3MICAccuracy92.8Unverified
4SWGAccuracy92.7Unverified
5CMKDAccuracy91.8Unverified
6DePTAccuracy90.7Unverified
7SDAT(ViT)Accuracy89.8Unverified
8SFDA2++Accuracy89.6Unverified
9PMtransAccuracy88.8Unverified
10CoViAccuracy88.5Unverified
#ModelMetricClaimedVerifiedStatus
1CMKDAccuracy94.3Unverified
2MCC+NWDAccuracy90.7Unverified
3GLOT-DRAccuracy90.4Unverified
4SPLAccuracy90.3Unverified
5DFA-SAFNAccuracy90.2Unverified
6DADAAccuracy89.3Unverified
7DFA-ENTAccuracy89.1Unverified
8MEDMAccuracy88.9Unverified
9DDAAccuracy88.9Unverified
10IAFN+ENTAccuracy88.9Unverified
#ModelMetricClaimedVerifiedStatus
1SoRAmIoU78.8Unverified
2ReinmIoU77.6Unverified
3CoDAmIoU72.6Unverified
4Refign (HRDA)mIoU72.1Unverified
5HALOmIoU71.9Unverified
6MICmIoU70.4Unverified
7HRDAmIoU68Unverified
8Refign (DAFormer)mIoU65.5Unverified
9VBLC (DAFormer)mIoU64.2Unverified
10CMFormermIoU60.1Unverified
#ModelMetricClaimedVerifiedStatus
1FACTAccuracy98.8Unverified
2FAMCDAccuracy98.72Unverified
3DFA-MCDAccuracy98.6Unverified
4Mean teacherAccuracy98.26Unverified
5DRANetAccuracy98.2Unverified
6SHOTAccuracy98Unverified
7DFA-ENTAccuracy97.9Unverified
8CyCleGAN (Light-weight Calibrator)Accuracy97.1Unverified